clean1

Dataset statistics

Number of variables	20
Number of observations	476
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	74.5 KiB
Average record size in memory	160.3 B

Variable types

NUM	19
BOOL	1

Reproduction

Analysis started	2020-08-25 01:14:24.225445
Analysis finished	2020-08-25 01:15:16.089230
Duration	51.86 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`f44` is highly correlated with `f104` and 1 other fields	High correlation
`f104` is highly correlated with `f44`	High correlation
`f14` is highly correlated with `f44`	High correlation
`f118` has 6 (1.3%) zeros	Zeros

f136
Real number (ℝ)

Distinct count	158
Unique (%)	33.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-45.76470588235294
Minimum	-197.0
Maximum	137.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-197
5-th percentile	-135.25
Q1	-91
median	-36
Q3	-23
95-th percentile	70
Maximum	137
Range	334
Interquartile range (IQR)	68

Descriptive statistics

Standard deviation	62.47006268
Coefficient of variation (CV)	-1.365027076
Kurtosis	0.4075321011
Mean	-45.76470588
Median Absolute Deviation (MAD)	37
Skewness	0.2075367297
Sum	-21784
Variance	3902.508731

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-29	20	4.2%
-24	17	3.6%
-28	16	3.4%
-25	12	2.5%
-27	11	2.3%
-36	10	2.1%
-100	10	2.1%
-30	9	1.9%
-99	8	1.7%
-97	7	1.5%
-23	7	1.5%
-19	6	1.3%
-46	6	1.3%
-39	6	1.3%
-134	6	1.3%
-195	6	1.3%
-17	6	1.3%
-26	6	1.3%
-89	6	1.3%
-133	5	1.1%
-77	5	1.1%
-96	5	1.1%
70	5	1.1%
-98	5	1.1%
-34	5	1.1%
Other values (133)	271	56.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-197	1	0.2%
-196	4	0.8%
-195	6	1.3%
-193	2	0.4%
-160	1	0.2%
-159	2	0.4%
-157	1	0.2%
-154	1	0.2%
-148	1	0.2%
-138	2	0.4%

Value	Count	Frequency (%)
137	1	0.2%
136	2	0.4%
130	1	0.2%
115	1	0.2%
98	2	0.4%
95	1	0.2%
91	2	0.4%
90	2	0.4%
87	1	0.2%
82	2	0.4%

f29
Real number (ℝ)

Distinct count	157
Unique (%)	33.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.611344537815126
Minimum	-140.0
Maximum	181.0
Zeros	2
Zeros (%)	0.4%
Memory size	3.8 KiB

Quantile statistics

Minimum	-140
5-th percentile	-96.25
Q1	-31.25
median	7
Q3	25
95-th percentile	111
Maximum	181
Range	321
Interquartile range (IQR)	56.25

Descriptive statistics

Standard deviation	58.07717368
Coefficient of variation (CV)	22.24033361
Kurtosis	0.4679116786
Mean	2.611344538
Median Absolute Deviation (MAD)	26
Skewness	-0.03307464733
Sum	1243
Variance	3372.958103

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	37	7.8%
9	31	6.5%
7	15	3.2%
6	14	2.9%
-140	13	2.7%
-64	10	2.1%
11	10	2.1%
-38	9	1.9%
4	8	1.7%
3	8	1.7%
-63	7	1.5%
-4	7	1.5%
120	7	1.5%
-2	7	1.5%
14	6	1.3%
-53	6	1.3%
8	6	1.3%
5	5	1.1%
15	5	1.1%
119	5	1.1%
-65	5	1.1%
-10	5	1.1%
74	4	0.8%
-16	4	0.8%
2	4	0.8%
Other values (132)	238	50.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-140	13	2.7%
-139	3	0.6%
-117	1	0.2%
-112	1	0.2%
-104	1	0.2%
-101	1	0.2%
-98	3	0.6%
-97	1	0.2%
-96	1	0.2%
-95	2	0.4%

Value	Count	Frequency (%)
181	1	0.2%
173	1	0.2%
144	1	0.2%
130	1	0.2%
125	1	0.2%
124	1	0.2%
121	1	0.2%
120	7	1.5%
119	5	1.1%
116	1	0.2%

f118
Real number (ℝ)

ZEROS

Distinct count	185
Unique (%)	38.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-36.53781512605042
Minimum	-209.0
Maximum	137.0
Zeros	6
Zeros (%)	1.3%
Memory size	3.8 KiB

Quantile statistics

Minimum	-209
5-th percentile	-203
Q1	-151.75
median	7.5
Q3	53
95-th percentile	85.5
Maximum	137
Range	346
Interquartile range (IQR)	204.75

Descriptive statistics

Standard deviation	106.2290506
Coefficient of variation (CV)	-2.907372821
Kurtosis	-1.283989879
Mean	-36.53781513
Median Absolute Deviation (MAD)	53
Skewness	-0.4937780468
Sum	-17392
Variance	11284.6112

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
53	14	2.9%
59	14	2.9%
61	10	2.1%
60	10	2.1%
25	9	1.9%
-201	9	1.9%
-198	9	1.9%
63	8	1.7%
27	8	1.7%
24	8	1.7%
-202	8	1.7%
-206	7	1.5%
-203	7	1.5%
58	7	1.5%
55	7	1.5%
-204	6	1.3%
21	6	1.3%
-189	6	1.3%
-1	6	1.3%
0	6	1.3%
36	6	1.3%
35	6	1.3%
-197	5	1.1%
-192	5	1.1%
56	5	1.1%
Other values (160)	284	59.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-209	1	0.2%
-208	4	0.8%
-207	2	0.4%
-206	7	1.5%
-205	3	0.6%
-204	6	1.3%
-203	7	1.5%
-202	8	1.7%
-201	9	1.9%
-200	3	0.6%

Value	Count	Frequency (%)
137	1	0.2%
136	1	0.2%
135	1	0.2%
130	2	0.4%
129	2	0.4%
128	1	0.2%
126	1	0.2%
123	3	0.6%
120	1	0.2%
116	1	0.2%

f28
Real number (ℝ)

Distinct count	142
Unique (%)	29.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-98.58193277310924
Minimum	-164.0
Maximum	147.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-164
5-th percentile	-160
Q1	-150.25
median	-117.5
Q3	-63
95-th percentile	5.25
Maximum	147
Range	311
Interquartile range (IQR)	87.25

Descriptive statistics

Standard deviation	63.84632545
Coefficient of variation (CV)	-0.647647329
Kurtosis	3.799229462
Mean	-98.58193277
Median Absolute Deviation (MAD)	38.5
Skewness	1.768539521
Sum	-46925
Variance	4076.353273

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-157	19	4.0%
-156	18	3.8%
-161	13	2.7%
-159	11	2.3%
-118	11	2.3%
-155	10	2.1%
-119	10	2.1%
-160	10	2.1%
-154	8	1.7%
-64	8	1.7%
-116	8	1.7%
-158	8	1.7%
-153	7	1.5%
-127	7	1.5%
-128	7	1.5%
-69	7	1.5%
-147	7	1.5%
-130	6	1.3%
-117	6	1.3%
-54	6	1.3%
-65	6	1.3%
-60	6	1.3%
-120	6	1.3%
-47	6	1.3%
-48	6	1.3%
Other values (117)	259	54.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-164	2	0.4%
-163	3	0.6%
-162	4	0.8%
-161	13	2.7%
-160	10	2.1%
-159	11	2.3%
-158	8	1.7%
-157	19	4.0%
-156	18	3.8%
-155	10	2.1%

Value	Count	Frequency (%)
147	2	0.4%
145	1	0.2%
143	1	0.2%
139	1	0.2%
130	1	0.2%
126	2	0.4%
125	1	0.2%
123	1	0.2%
120	1	0.2%
118	2	0.4%

f141
Real number (ℝ)

Distinct count	179
Unique (%)	37.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-56.01890756302521
Minimum	-294.0
Maximum	238.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-294
5-th percentile	-170.25
Q1	-91
median	-55
Q3	-39
95-th percentile	79
Maximum	238
Range	532
Interquartile range (IQR)	52

Descriptive statistics

Standard deviation	75.9554555
Coefficient of variation (CV)	-1.355889624
Kurtosis	1.748585426
Mean	-56.01890756
Median Absolute Deviation (MAD)	25
Skewness	-0.1066229879
Sum	-26665
Variance	5769.231221

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-42	16	3.4%
-68	14	2.9%
-40	13	2.7%
-39	11	2.3%
-43	11	2.3%
-44	11	2.3%
-69	10	2.1%
-46	8	1.7%
-38	8	1.7%
-41	8	1.7%
-47	7	1.5%
-56	7	1.5%
-45	7	1.5%
-48	6	1.3%
-66	6	1.3%
-82	6	1.3%
-53	6	1.3%
-49	6	1.3%
-61	5	1.1%
-124	5	1.1%
-55	5	1.1%
-132	4	0.8%
-57	4	0.8%
70	4	0.8%
-76	4	0.8%
Other values (154)	284	59.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-294	1	0.2%
-291	4	0.8%
-290	4	0.8%
-289	1	0.2%
-254	1	0.2%
-252	1	0.2%
-248	1	0.2%
-247	1	0.2%
-223	1	0.2%
-221	1	0.2%

Value	Count	Frequency (%)
238	1	0.2%
167	1	0.2%
148	1	0.2%
125	1	0.2%
123	1	0.2%
92	1	0.2%
91	4	0.8%
90	2	0.4%
89	2	0.4%
87	2	0.4%

f160
Real number (ℝ)

Distinct count	126
Unique (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-25.23109243697479
Minimum	-135.0
Maximum	185.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-135
5-th percentile	-131
Q1	-91
median	-15
Q3	22
95-th percentile	53.25
Maximum	185
Range	320
Interquartile range (IQR)	113

Descriptive statistics

Standard deviation	65.58829452
Coefficient of variation (CV)	-2.599502764
Kurtosis	-0.4626656329
Mean	-25.23109244
Median Absolute Deviation (MAD)	39
Skewness	-0.2458923085
Sum	-12010
Variance	4301.824379

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-15	28	5.9%
-124	20	4.2%
-16	18	3.8%
-123	17	3.6%
-133	14	2.9%
-130	13	2.7%
21	13	2.7%
-30	11	2.3%
50	9	1.9%
-20	9	1.9%
-13	9	1.9%
24	9	1.9%
-21	8	1.7%
22	8	1.7%
-125	7	1.5%
-120	7	1.5%
32	6	1.3%
-131	6	1.3%
-31	6	1.3%
-32	6	1.3%
-19	6	1.3%
52	6	1.3%
-116	6	1.3%
19	6	1.3%
49	6	1.3%
Other values (101)	222	46.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-135	2	0.4%
-134	1	0.2%
-133	14	2.9%
-132	2	0.4%
-131	6	1.3%
-130	13	2.7%
-128	3	0.6%
-125	7	1.5%
-124	20	4.2%
-123	17	3.6%

Value	Count	Frequency (%)
185	3	0.6%
115	1	0.2%
107	1	0.2%
100	1	0.2%
99	1	0.2%
98	1	0.2%
97	1	0.2%
95	1	0.2%
92	1	0.2%
90	1	0.2%

f163
Real number (ℝ_≥0)

Distinct count	112
Unique (%)	23.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	85.36344537815125
Minimum	35.0
Maximum	302.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	35
5-th percentile	42
Q1	54
median	69
Q3	99
95-th percentile	173
Maximum	302
Range	267
Interquartile range (IQR)	45

Descriptive statistics

Standard deviation	47.48757453
Coefficient of variation (CV)	0.5562987098
Kurtosis	5.230639412
Mean	85.36344538
Median Absolute Deviation (MAD)	21
Skewness	2.031177448
Sum	40633
Variance	2255.069735

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
46	23	4.8%
173	19	4.0%
67	17	3.6%
56	15	3.2%
55	15	3.2%
78	14	2.9%
42	13	2.7%
69	12	2.5%
64	11	2.3%
68	11	2.3%
65	10	2.1%
79	10	2.1%
110	10	2.1%
41	10	2.1%
45	10	2.1%
43	10	2.1%
57	9	1.9%
53	8	1.7%
85	8	1.7%
111	7	1.5%
48	7	1.5%
97	7	1.5%
49	7	1.5%
99	7	1.5%
172	6	1.3%
Other values (87)	200	42.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
35	1	0.2%
39	4	0.8%
40	4	0.8%
41	10	2.1%
42	13	2.7%
43	10	2.1%
44	5	1.1%
45	10	2.1%
46	23	4.8%
47	6	1.3%

Value	Count	Frequency (%)
302	2	0.4%
301	1	0.2%
300	1	0.2%
294	1	0.2%
293	1	0.2%
291	2	0.4%
209	1	0.2%
207	2	0.4%
205	1	0.2%
174	2	0.4%

f50
Real number (ℝ)

Distinct count	160
Unique (%)	33.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-75.81512605042016
Minimum	-273.0
Maximum	214.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-273
5-th percentile	-203
Q1	-106
median	-86
Q3	-32
95-th percentile	-3.75
Maximum	214
Range	487
Interquartile range (IQR)	74

Descriptive statistics

Standard deviation	66.35892406
Coefficient of variation (CV)	-0.8752728844
Kurtosis	3.092367433
Mean	-75.81512605
Median Absolute Deviation (MAD)	34
Skewness	0.1454548863
Sum	-36088
Variance	4403.506802

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-22	15	3.2%
-24	11	2.3%
-112	11	2.3%
-105	10	2.1%
-102	10	2.1%
-104	10	2.1%
-26	10	2.1%
-99	9	1.9%
-96	9	1.9%
-103	9	1.9%
-97	8	1.7%
-110	8	1.7%
-23	8	1.7%
-21	8	1.7%
-25	7	1.5%
-86	7	1.5%
-106	7	1.5%
-44	6	1.3%
-92	6	1.3%
-28	6	1.3%
-91	6	1.3%
-89	6	1.3%
-49	6	1.3%
-98	6	1.3%
-120	6	1.3%
Other values (135)	271	56.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-273	4	0.8%
-271	3	0.6%
-259	1	0.2%
-257	1	0.2%
-255	1	0.2%
-247	1	0.2%
-246	1	0.2%
-244	1	0.2%
-236	1	0.2%
-234	1	0.2%

Value	Count	Frequency (%)
214	1	0.2%
208	1	0.2%
176	1	0.2%
130	1	0.2%
109	1	0.2%
108	1	0.2%
107	2	0.4%
103	1	0.2%
100	1	0.2%
94	1	0.2%

f104
Real number (ℝ)

HIGH CORRELATION

Distinct count	161
Unique (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-98.32352941176471
Minimum	-320.0
Maximum	95.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-320
5-th percentile	-306
Q1	-112
median	-68.5
Q3	-57
95-th percentile	0.75
Maximum	95
Range	415
Interquartile range (IQR)	55

Descriptive statistics

Standard deviation	85.91261382
Coefficient of variation (CV)	-0.8737747143
Kurtosis	1.438189414
Mean	-98.32352941
Median Absolute Deviation (MAD)	16.5
Skewness	-1.227810596
Sum	-46802
Variance	7380.977214

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-60	25	5.3%
-61	22	4.6%
-59	19	4.0%
-69	18	3.8%
-54	14	2.9%
-57	14	2.9%
-56	11	2.3%
-58	10	2.1%
-53	10	2.1%
-62	9	1.9%
-70	8	1.7%
-63	8	1.7%
-52	8	1.7%
-55	7	1.5%
-106	7	1.5%
-85	6	1.3%
-68	6	1.3%
-78	6	1.3%
-65	5	1.1%
-112	5	1.1%
-309	5	1.1%
-43	5	1.1%
-66	5	1.1%
-67	4	0.8%
-107	4	0.8%
Other values (136)	235	49.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-320	1	0.2%
-319	1	0.2%
-317	1	0.2%
-316	1	0.2%
-314	3	0.6%
-313	2	0.4%
-312	2	0.4%
-309	5	1.1%
-308	4	0.8%
-307	1	0.2%

Value	Count	Frequency (%)
95	2	0.4%
94	1	0.2%
93	1	0.2%
90	2	0.4%
67	1	0.2%
66	1	0.2%
65	1	0.2%
62	1	0.2%
58	1	0.2%
53	1	0.2%

f59
Real number (ℝ)

Distinct count	164
Unique (%)	34.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.056722689075631
Minimum	-173.0
Maximum	181.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-173
5-th percentile	-116
Q1	-20
median	5
Q3	49
95-th percentile	126.25
Maximum	181
Range	354
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	66.48164715
Coefficient of variation (CV)	7.340585489
Kurtosis	0.5997541027
Mean	9.056722689
Median Absolute Deviation (MAD)	32
Skewness	-0.3256404756
Sum	4311
Variance	4419.809407

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-17	20	4.2%
-18	19	4.0%
-20	16	3.4%
-19	14	2.9%
6	13	2.7%
-3	9	1.9%
-24	9	1.9%
130	9	1.9%
64	8	1.7%
-21	6	1.3%
40	6	1.3%
-22	6	1.3%
-16	6	1.3%
68	5	1.1%
-172	5	1.1%
-29	5	1.1%
14	5	1.1%
-170	5	1.1%
47	5	1.1%
5	5	1.1%
-23	5	1.1%
-5	5	1.1%
48	5	1.1%
20	4	0.8%
-82	4	0.8%
Other values (139)	277	58.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-173	1	0.2%
-172	5	1.1%
-171	3	0.6%
-170	5	1.1%
-169	2	0.4%
-120	4	0.8%
-119	2	0.4%
-117	1	0.2%
-116	2	0.4%
-115	2	0.4%

Value	Count	Frequency (%)
181	1	0.2%
160	1	0.2%
159	1	0.2%
153	2	0.4%
152	1	0.2%
144	1	0.2%
134	4	0.8%
132	2	0.4%
130	9	1.9%
129	1	0.2%

f14
Real number (ℝ)

HIGH CORRELATION

Distinct count	165
Unique (%)	34.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-114.68067226890756
Minimum	-348.0
Maximum	72.0
Zeros	2
Zeros (%)	0.4%
Memory size	3.8 KiB

Quantile statistics

Minimum	-348
5-th percentile	-299
Q1	-125.25
median	-97
Q3	-82
95-th percentile	8
Maximum	72
Range	420
Interquartile range (IQR)	43.25

Descriptive statistics

Standard deviation	83.22949202
Coefficient of variation (CV)	-0.7257499487
Kurtosis	1.47146867
Mean	-114.6806723
Median Absolute Deviation (MAD)	19
Skewness	-0.8238104523
Sum	-54588
Variance	6927.148341

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-107	13	2.7%
-80	13	2.7%
-109	12	2.5%
-88	12	2.5%
-95	11	2.3%
-89	10	2.1%
-94	10	2.1%
-92	9	1.9%
-113	9	1.9%
-90	9	1.9%
-82	9	1.9%
-96	8	1.7%
-116	7	1.5%
-91	7	1.5%
-127	7	1.5%
-124	7	1.5%
-87	7	1.5%
-111	7	1.5%
-117	7	1.5%
-83	7	1.5%
-81	6	1.3%
-93	6	1.3%
-131	6	1.3%
-85	6	1.3%
-119	6	1.3%
Other values (140)	265	55.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-348	2	0.4%
-345	1	0.2%
-344	2	0.4%
-334	1	0.2%
-331	1	0.2%
-329	4	0.8%
-328	1	0.2%
-325	1	0.2%
-324	1	0.2%
-321	1	0.2%

Value	Count	Frequency (%)
72	2	0.4%
71	3	0.6%
70	2	0.4%
69	1	0.2%
68	1	0.2%
67	1	0.2%
65	1	0.2%
64	1	0.2%
63	1	0.2%
62	2	0.4%

f155
Real number (ℝ)

Distinct count	175
Unique (%)	36.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	16.222689075630253
Minimum	-145.0
Maximum	161.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-145
5-th percentile	-99.25
Q1	-50.25
median	3
Q3	104.5
95-th percentile	125
Maximum	161
Range	306
Interquartile range (IQR)	154.75

Descriptive statistics

Standard deviation	78.49996842
Coefficient of variation (CV)	4.838899892
Kurtosis	-1.298060287
Mean	16.22268908
Median Absolute Deviation (MAD)	64.5
Skewness	0.1317336027
Sum	7722
Variance	6162.245042

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
124	33	6.9%
125	21	4.4%
117	14	2.9%
-67	10	2.1%
118	10	2.1%
-44	9	1.9%
-56	8	1.7%
-54	8	1.7%
-45	7	1.5%
-22	7	1.5%
-23	7	1.5%
7	7	1.5%
-21	6	1.3%
33	6	1.3%
107	6	1.3%
-10	6	1.3%
-53	6	1.3%
111	5	1.1%
-68	5	1.1%
123	5	1.1%
-69	5	1.1%
96	5	1.1%
-46	5	1.1%
31	5	1.1%
97	5	1.1%
Other values (150)	265	55.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-145	1	0.2%
-138	1	0.2%
-133	1	0.2%
-131	2	0.4%
-129	2	0.4%
-126	1	0.2%
-124	1	0.2%
-118	1	0.2%
-117	1	0.2%
-108	2	0.4%

Value	Count	Frequency (%)
161	1	0.2%
159	1	0.2%
156	1	0.2%
154	1	0.2%
153	1	0.2%
149	1	0.2%
126	2	0.4%
125	21	4.4%
124	33	6.9%
123	5	1.1%

f132
Real number (ℝ)

Distinct count	161
Unique (%)	33.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-50.21218487394958
Minimum	-140.0
Maximum	170.0
Zeros	2
Zeros (%)	0.4%
Memory size	3.8 KiB

Quantile statistics

Minimum	-140
5-th percentile	-138
Q1	-120
median	-103
Q3	16
95-th percentile	106
Maximum	170
Range	310
Interquartile range (IQR)	136

Descriptive statistics

Standard deviation	87.18007461
Coefficient of variation (CV)	-1.736233443
Kurtosis	-1.001895591
Mean	-50.21218487
Median Absolute Deviation (MAD)	34
Skewness	0.7163260577
Sum	-23901
Variance	7600.365409

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-138	31	6.5%
-111	15	3.2%
-119	13	2.7%
-120	12	2.5%
-121	10	2.1%
-128	10	2.1%
-106	10	2.1%
-113	10	2.1%
-109	9	1.9%
-112	9	1.9%
-137	9	1.9%
106	9	1.9%
-104	8	1.7%
-118	7	1.5%
-130	7	1.5%
-108	7	1.5%
105	6	1.3%
6	6	1.3%
54	6	1.3%
-4	5	1.1%
-115	5	1.1%
60	5	1.1%
59	5	1.1%
55	5	1.1%
-129	5	1.1%
Other values (136)	252	52.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-140	3	0.6%
-139	5	1.1%
-138	31	6.5%
-137	9	1.9%
-136	2	0.4%
-135	3	0.6%
-134	2	0.4%
-133	2	0.4%
-132	2	0.4%
-131	4	0.8%

Value	Count	Frequency (%)
170	1	0.2%
149	2	0.4%
148	1	0.2%
132	1	0.2%
122	1	0.2%
121	3	0.6%
120	1	0.2%
119	1	0.2%
117	1	0.2%
115	1	0.2%

f44
Real number (ℝ)

HIGH CORRELATION

Distinct count	151
Unique (%)	31.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-101.6281512605042
Minimum	-343.0
Maximum	81.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-343
5-th percentile	-319.25
Q1	-99.25
median	-75
Q3	-64
95-th percentile	18.75
Maximum	81
Range	424
Interquartile range (IQR)	35.25

Descriptive statistics

Standard deviation	88.89022423
Coefficient of variation (CV)	-0.8746614312
Kurtosis	1.637994503
Mean	-101.6281513
Median Absolute Deviation (MAD)	14
Skewness	-1.250056795
Sum	-48375
Variance	7901.471964

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-67	22	4.6%
-64	17	3.6%
-62	16	3.4%
-63	15	3.2%
-60	13	2.7%
-68	12	2.5%
-71	12	2.5%
-79	12	2.5%
-74	11	2.3%
-76	10	2.1%
-65	9	1.9%
-59	9	1.9%
-61	9	1.9%
-75	9	1.9%
-86	9	1.9%
-69	9	1.9%
-82	8	1.7%
-70	8	1.7%
-77	7	1.5%
-58	7	1.5%
-81	7	1.5%
-85	6	1.3%
-73	6	1.3%
-91	6	1.3%
-90	6	1.3%
Other values (126)	221	46.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-343	1	0.2%
-340	3	0.6%
-335	2	0.4%
-334	1	0.2%
-332	1	0.2%
-327	1	0.2%
-326	1	0.2%
-324	1	0.2%
-323	5	1.1%
-322	5	1.1%

Value	Count	Frequency (%)
81	1	0.2%
80	1	0.2%
79	1	0.2%
77	1	0.2%
75	2	0.4%
73	1	0.2%
70	2	0.4%
69	2	0.4%
66	1	0.2%
65	2	0.4%

f67
Real number (ℝ)

Distinct count	33
Unique (%)	6.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-161.48739495798318
Minimum	-166.0
Maximum	262.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-166
5-th percentile	-165
Q1	-165
median	-165
Q3	-164
95-th percentile	-155.75
Maximum	262
Range	428
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	24.12122561
Coefficient of variation (CV)	-0.1493690924
Kurtosis	215.7389737
Mean	-161.487395
Median Absolute Deviation (MAD)	0
Skewness	13.57533534
Sum	-76868
Variance	581.833525

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-165	332	69.7%
-164	79	16.6%
-166	9	1.9%
-162	7	1.5%
-161	7	1.5%
-160	5	1.1%
-157	5	1.1%
-163	3	0.6%
-158	3	0.6%
-153	2	0.4%
-127	2	0.4%
51	1	0.2%
-145	1	0.2%
-129	1	0.2%
-107	1	0.2%
-156	1	0.2%
262	1	0.2%
-147	1	0.2%
-104	1	0.2%
-149	1	0.2%
-46	1	0.2%
-142	1	0.2%
-152	1	0.2%
-148	1	0.2%
-134	1	0.2%
Other values (8)	8	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-166	9	1.9%
-165	332	69.7%
-164	79	16.6%
-163	3	0.6%
-162	7	1.5%
-161	7	1.5%
-160	5	1.1%
-159	1	0.2%
-158	3	0.6%
-157	5	1.1%

Value	Count	Frequency (%)
262	1	0.2%
51	1	0.2%
-27	1	0.2%
-46	1	0.2%
-104	1	0.2%
-107	1	0.2%
-123	1	0.2%
-127	2	0.4%
-129	1	0.2%
-134	1	0.2%

f84
Real number (ℝ)

Distinct count	201
Unique (%)	42.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	51.760504201680675
Minimum	-98.0
Maximum	251.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-98
5-th percentile	-90
Q1	-37
median	63.5
Q3	137
95-th percentile	195
Maximum	251
Range	349
Interquartile range (IQR)	174

Descriptive statistics

Standard deviation	97.50341098
Coefficient of variation (CV)	1.883741522
Kurtosis	-1.455333527
Mean	51.7605042
Median Absolute Deviation (MAD)	85
Skewness	0.07135597098
Sum	24638
Variance	9506.915153

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
194	12	2.5%
-18	10	2.1%
-16	9	1.9%
-17	9	1.9%
-19	8	1.7%
-38	7	1.5%
193	7	1.5%
133	7	1.5%
-42	7	1.5%
137	6	1.3%
-47	6	1.3%
195	6	1.3%
129	6	1.3%
-37	6	1.3%
-96	5	1.1%
140	5	1.1%
-23	5	1.1%
-46	5	1.1%
127	5	1.1%
-51	5	1.1%
-29	4	0.8%
-95	4	0.8%
-14	4	0.8%
117	4	0.8%
128	4	0.8%
Other values (176)	320	67.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-98	2	0.4%
-97	2	0.4%
-96	5	1.1%
-95	4	0.8%
-94	1	0.2%
-93	2	0.4%
-92	3	0.6%
-91	4	0.8%
-90	3	0.6%
-89	2	0.4%

Value	Count	Frequency (%)
251	1	0.2%
239	1	0.2%
229	1	0.2%
227	1	0.2%
226	1	0.2%
220	1	0.2%
216	1	0.2%
214	1	0.2%
213	2	0.4%
205	2	0.4%

f23
Real number (ℝ)

Distinct count	213
Unique (%)	44.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-57.502100840336134
Minimum	-255.0
Maximum	187.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-255
5-th percentile	-204.25
Q1	-143
median	-36.5
Q3	13.25
95-th percentile	65
Maximum	187
Range	442
Interquartile range (IQR)	156.25

Descriptive statistics

Standard deviation	93.54169347
Coefficient of variation (CV)	-1.626752625
Kurtosis	-0.6847662988
Mean	-57.50210084
Median Absolute Deviation (MAD)	53
Skewness	-0.2676367188
Sum	-27371
Variance	8750.048417

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
15	16	3.4%
18	13	2.7%
13	12	2.5%
14	12	2.5%
17	10	2.1%
9	8	1.7%
-63	8	1.7%
1	7	1.5%
3	7	1.5%
-50	6	1.3%
5	6	1.3%
59	6	1.3%
-202	6	1.3%
-183	6	1.3%
-65	6	1.3%
-27	5	1.1%
16	5	1.1%
-22	5	1.1%
-84	5	1.1%
7	5	1.1%
-201	5	1.1%
-81	4	0.8%
4	4	0.8%
-28	4	0.8%
2	4	0.8%
Other values (188)	301	63.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-255	3	0.6%
-254	1	0.2%
-253	1	0.2%
-252	1	0.2%
-251	1	0.2%
-250	1	0.2%
-249	2	0.4%
-241	1	0.2%
-239	1	0.2%
-237	1	0.2%

Value	Count	Frequency (%)
187	1	0.2%
185	1	0.2%
148	1	0.2%
147	1	0.2%
143	1	0.2%
142	3	0.6%
135	2	0.4%
134	1	0.2%
133	1	0.2%
124	1	0.2%

f108
Real number (ℝ)

Distinct count	217
Unique (%)	45.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-110.93697478991596
Minimum	-293.0
Maximum	52.0
Zeros	1
Zeros (%)	0.2%
Memory size	3.8 KiB

Quantile statistics

Minimum	-293
5-th percentile	-251.5
Q1	-158
median	-92
Q3	-56
95-th percentile	-7.75
Maximum	52
Range	345
Interquartile range (IQR)	102

Descriptive statistics

Standard deviation	75.28601057
Coefficient of variation (CV)	-0.6786376744
Kurtosis	-0.2862057327
Mean	-110.9369748
Median Absolute Deviation (MAD)	46
Skewness	-0.5938161983
Sum	-52806
Variance	5667.983388

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-82	11	2.3%
-96	10	2.1%
-90	8	1.7%
-80	7	1.5%
-97	7	1.5%
-87	7	1.5%
-89	7	1.5%
-70	6	1.3%
-53	6	1.3%
-50	6	1.3%
-51	6	1.3%
-81	6	1.3%
-98	6	1.3%
-47	5	1.1%
-73	5	1.1%
-86	5	1.1%
-40	5	1.1%
-153	5	1.1%
-83	5	1.1%
-24	5	1.1%
-92	5	1.1%
-124	5	1.1%
-121	5	1.1%
-20	5	1.1%
-122	5	1.1%
Other values (192)	323	67.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-293	3	0.6%
-291	2	0.4%
-290	2	0.4%
-289	1	0.2%
-288	3	0.6%
-287	2	0.4%
-285	1	0.2%
-283	1	0.2%
-278	1	0.2%
-276	1	0.2%

Value	Count	Frequency (%)
52	1	0.2%
50	1	0.2%
34	1	0.2%
31	1	0.2%
17	1	0.2%
16	1	0.2%
15	1	0.2%
13	2	0.4%
12	1	0.2%
10	1	0.2%

f74
Real number (ℝ)

Distinct count	202
Unique (%)	42.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-92.65546218487395
Minimum	-338.0
Maximum	112.0
Zeros	0
Zeros (%)	0.0%
Memory size	3.8 KiB

Quantile statistics

Minimum	-338
5-th percentile	-258.5
Q1	-116.25
median	-83
Q3	-60
95-th percentile	52.5
Maximum	112
Range	450
Interquartile range (IQR)	56.25

Descriptive statistics

Standard deviation	81.87748866
Coefficient of variation (CV)	-0.8836768683
Kurtosis	1.293102988
Mean	-92.65546218
Median Absolute Deviation (MAD)	29
Skewness	-0.6188958212
Sum	-44104
Variance	6703.923149

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-67	10	2.1%
-75	10	2.1%
-84	9	1.9%
-65	8	1.7%
-107	8	1.7%
-47	8	1.7%
-62	8	1.7%
-87	8	1.7%
-61	7	1.5%
-51	7	1.5%
-101	7	1.5%
-63	7	1.5%
-83	7	1.5%
-73	7	1.5%
-112	6	1.3%
-68	6	1.3%
-99	6	1.3%
-69	6	1.3%
-120	6	1.3%
-53	5	1.1%
-117	5	1.1%
-77	5	1.1%
-71	5	1.1%
-103	5	1.1%
-91	5	1.1%
Other values (177)	305	64.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-338	2	0.4%
-335	1	0.2%
-334	1	0.2%
-329	1	0.2%
-325	1	0.2%
-324	1	0.2%
-322	1	0.2%
-318	1	0.2%
-317	1	0.2%
-316	1	0.2%

Value	Count	Frequency (%)
112	1	0.2%
86	1	0.2%
84	2	0.4%
83	1	0.2%
82	1	0.2%
80	1	0.2%
78	1	0.2%
77	1	0.2%
74	1	0.2%
73	2	0.4%

target
Boolean

Distinct count	2
Unique (%)	0.4%
Missing	0
Missing (%)	0.0%
Memory size	3.8 KiB

0	269
1	207

Frequency Table

Value	Count	Frequency (%)
0	269	56.5%
1	207	43.5%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	f136	f29	f118	f28	f141	f160	f163	f50	f104	f59	f14	f155	f132	f44	f67	f84	f23	f108	f74	target
0	-19.0	25.0	25.0	-127.0	-100.0	-120.0	48.0	-105.0	-289.0	35.0	-286.0	-54.0	-138.0	-282.0	-165.0	-38.0	-50.0	-17.0	-246.0	1
1	-89.0	-63.0	36.0	-64.0	-29.0	-120.0	48.0	-4.0	-309.0	3.0	-281.0	-54.0	-138.0	-323.0	-165.0	115.0	1.0	-122.0	-194.0	1
2	-89.0	25.0	37.0	-64.0	-29.0	-120.0	48.0	-105.0	-280.0	35.0	-274.0	-54.0	-138.0	-293.0	-165.0	-37.0	1.0	-122.0	-194.0	1
3	-19.0	-63.0	24.0	-128.0	-100.0	-120.0	48.0	-4.0	-282.0	2.0	-280.0	-54.0	-138.0	-286.0	-165.0	116.0	-50.0	-16.0	-246.0	1
4	-20.0	25.0	24.0	-128.0	-99.0	51.0	43.0	-105.0	-289.0	34.0	-286.0	97.0	-138.0	-283.0	-165.0	-38.0	-50.0	-16.0	-246.0	1
5	-90.0	-64.0	36.0	-64.0	-28.0	51.0	42.0	-4.0	-308.0	3.0	-280.0	97.0	-138.0	-322.0	-165.0	115.0	1.0	-121.0	-193.0	1
6	-90.0	26.0	36.0	-65.0	-28.0	51.0	44.0	-106.0	-280.0	36.0	-274.0	100.0	-138.0	-292.0	-165.0	-38.0	0.0	-121.0	-193.0	1
7	-20.0	-64.0	23.0	-128.0	-99.0	51.0	42.0	-4.0	-281.0	3.0	-280.0	97.0	-138.0	-285.0	-165.0	115.0	-50.0	-16.0	-245.0	1
8	-89.0	23.0	34.0	-70.0	-29.0	38.0	66.0	-117.0	-308.0	18.0	-286.0	119.0	-128.0	-321.0	-165.0	133.0	2.0	-122.0	-198.0	1
9	-19.0	30.0	-8.0	-147.0	-75.0	-12.0	45.0	-110.0	-296.0	40.0	-314.0	-15.0	-128.0	-318.0	-165.0	-42.0	-22.0	-38.0	-288.0	1

Last rows

	f136	f29	f118	f28	f141	f160	f163	f50	f104	f59	f14	f155	f132	f44	f67	f84	f23	f108	f74
466	-195.0	62.0	-204.0	-157.0	-290.0	-66.0	107.0	-255.0	-305.0	83.0	-324.0	122.0	43.0	-322.0	-165.0	137.0	-255.0	-288.0	-317.0
467	-195.0	64.0	-205.0	-158.0	-290.0	-134.0	164.0	-257.0	-304.0	84.0	-325.0	-12.0	104.0	-322.0	-165.0	136.0	-255.0	-287.0	-318.0
468	-80.0	9.0	-70.0	-156.0	-44.0	27.0	76.0	-91.0	-53.0	-19.0	-126.0	124.0	-114.0	-75.0	-165.0	-15.0	3.0	-24.0	-117.0
469	-28.0	-71.0	-197.0	-161.0	-81.0	-16.0	55.0	-29.0	-101.0	-82.0	-86.0	-67.0	-106.0	-80.0	-165.0	251.0	-174.0	-191.0	-93.0
470	-23.0	-101.0	-188.0	-155.0	-86.0	-20.0	99.0	-23.0	-109.0	-88.0	-83.0	118.0	-3.0	-80.0	-165.0	128.0	-177.0	-212.0	-85.0
471	-89.0	10.0	-91.0	-157.0	-41.0	33.0	47.0	-87.0	-54.0	-18.0	-134.0	31.0	-108.0	-79.0	-155.0	-21.0	15.0	-16.0	-104.0
472	-136.0	9.0	123.0	102.0	-64.0	20.0	79.0	-98.0	-61.0	-18.0	-109.0	124.0	-110.0	-64.0	-165.0	-17.0	-6.0	-72.0	-70.0
473	-29.0	72.0	-198.0	-160.0	-130.0	-15.0	55.0	-35.0	-122.0	159.0	-82.0	-66.0	-104.0	-100.0	-46.0	-61.0	-201.0	-164.0	-67.0
474	56.0	9.0	84.0	147.0	-70.0	13.0	79.0	-79.0	-58.0	-20.0	-112.0	125.0	-113.0	-89.0	-165.0	-11.0	-2.0	-136.0	-47.0
475	-24.0	65.0	-190.0	-155.0	-127.0	-20.0	98.0	-45.0	-124.0	153.0	-83.0	118.0	-5.0	-106.0	-104.0	-55.0	-196.0	-189.0	-62.0

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows